Endpoint testing with js or python
Browse filesSamme test script i hhv
- python med deps i requirements.txt
- js, uden eksterne dependencies, så kan køres med node cli direkte
hf_endpoint_testing/hf_endpoint_client.js
ADDED
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@@ -0,0 +1,151 @@
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| 1 |
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const fs = require("fs");
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const path = require("path");
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const https = require("https");
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const API_URL = process.env.HF_ENDPOINT;
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const HF_TOKEN = process.env.HF_TOKEN;
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if (!HF_TOKEN) {
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console.error("Error: HF_TOKEN environment variable is not set.");
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process.exit(1);
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}
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if (!API_URL) {
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console.error("Error: HF_ENDPOINT environment variable is not set.");
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process.exit(1);
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}
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const headers = {
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Accept: "application/json",
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Authorization: `Bearer ${HF_TOKEN}`,
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"Content-Type": "application/json",
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};
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function transcribe(filename, params = null) {
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// Check if file exists
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if (!fs.existsSync(filename)) {
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console.error(`Error: File '${filename}' does not exist.`);
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process.exit(1);
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}
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const parameters = params || {
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word_timestamps: false,
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temperature: [0.0, 0.1, 0.3, 0.5, 0.7, 0.9, 1],
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repetition_penalty: 1.2,
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log_prob_threshold: -1.0,
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};
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callEndpoint(filename, parameters)
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.then((response) => {
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const txt = response.text;
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if (!txt) {
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console.error("Error: No text returned");
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console.error(response);
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process.exit(1);
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}
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console.log(txt);
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const isodate = new Date().toISOString().replace(/:/g, "_").split(".")[0];
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const resultfile = `${path.basename(filename)}_${isodate}.txt`;
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fs.writeFileSync(
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resultfile,
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`----- PARAMETERS -----\n${JSON.stringify(
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parameters,
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null,
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2
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)}\n----- RESULT -----\n${JSON.stringify(response, null, 2)}\n`,
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"utf-8"
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);
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})
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.catch((error) => {
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console.error(`Error during transcription: ${error.message}`);
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process.exit(1);
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});
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}
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function callEndpoint(filename, params) {
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// Check if file exists
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if (!fs.existsSync(filename)) {
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console.error(`Error: File '${filename}' does not exist.`);
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process.exit(1);
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}
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const data = fs.readFileSync(filename);
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const base64Data = data.toString("base64");
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const payload = {
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inputs: `data:audio/wav;base64,${base64Data}`,
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language: "da",
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parameters: params,
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};
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const jsonData = JSON.stringify(payload);
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return new Promise((resolve, reject) => {
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// Parse the API_URL correctly
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let url;
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try {
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url = new URL(API_URL);
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} catch (e) {
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console.error(
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`Error: Invalid API_URL '${API_URL}'. It should be a complete URL.`
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);
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process.exit(1);
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}
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const options = {
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hostname: url.hostname,
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port: 443,
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path: url.pathname === "/" ? "/" : url.pathname,
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method: "POST",
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headers: {
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...headers,
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"Content-Length": jsonData.length,
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},
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};
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const req = https.request(options, (res) => {
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let data = "";
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res.on("data", (chunk) => {
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data += chunk;
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});
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res.on("end", () => {
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resolve(JSON.parse(data));
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});
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});
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req.on("error", (error) => {
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| 122 |
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console.error(`Error: ${error.message}`);
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| 123 |
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reject(error);
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});
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req.write(jsonData);
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req.end();
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});
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}
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// CLI
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| 132 |
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const scriptName = path.basename(process.argv[1]);
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| 133 |
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if (process.argv.length < 3) {
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| 134 |
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console.error(`Usage: node ${scriptName} <command> <filename>`);
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| 135 |
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process.exit(1);
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| 136 |
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}
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| 137 |
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| 138 |
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const command = process.argv[2];
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| 139 |
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const filename = process.argv[3];
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| 140 |
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| 141 |
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if (command === "transcribe") {
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| 142 |
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if (!filename) {
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| 143 |
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console.error(`Usage: node ${scriptName} transcribe <filename>`);
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| 144 |
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process.exit(1);
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| 145 |
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}
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| 146 |
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| 147 |
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transcribe(filename);
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| 148 |
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} else {
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| 149 |
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console.error(`Unknown command. Supported commands: transcribe`);
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| 150 |
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process.exit(1);
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| 151 |
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}
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hf_endpoint_testing/hf_endpoint_client.py
ADDED
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@@ -0,0 +1,138 @@
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| 1 |
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import base64
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| 2 |
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import datetime
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| 3 |
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import json
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| 4 |
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import sys
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import requests
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| 7 |
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# get waw files in the current directory
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import os
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| 9 |
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import glob
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import re
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import subprocess
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| 13 |
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# load dotenv
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| 14 |
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from dotenv import load_dotenv
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load_dotenv()
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| 17 |
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| 18 |
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| 19 |
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API_URL = os.getenv(
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| 20 |
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"HF_ENDPOINT", "XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX.endpoints.huggingface.cloud"
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| 21 |
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)
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| 22 |
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headers = {
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| 23 |
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"Accept": "application/json",
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| 24 |
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"Authorization": f"Bearer {os.getenv('HF_TOKEN')}",
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| 25 |
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"Content-Type": "application/json",
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| 26 |
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}
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| 27 |
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| 28 |
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| 29 |
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def transcribe(filename, params=None):
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| 30 |
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parameters = params or {
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| 31 |
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"word_timestamps": False,
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| 32 |
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# "initial_prompt": "",
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| 33 |
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"temperature": [0.0, 0.1, 0.3, 0.5, 0.7, 0.9, 1],
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| 34 |
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"repetition_penalty": 1.2,
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| 35 |
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"log_prob_threshold": -1.0,
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| 36 |
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}
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| 37 |
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result = call_endpoint(filename, parameters)
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| 38 |
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txt = result.get("text")
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| 39 |
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if txt is None:
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| 40 |
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print("Error: No text returned")
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| 41 |
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print(result)
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| 42 |
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sys.exit(1)
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| 43 |
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| 44 |
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print(txt)
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| 45 |
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isodate = datetime.datetime.now().isoformat()
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| 46 |
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isodate = isodate.split(".")[0]
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| 47 |
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isodate = isodate.replace(":", "_")
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| 48 |
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| 49 |
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# strip extension from filename
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resultfile = os.path.basename(filename)
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| 51 |
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resultfile = f"{resultfile}_{isodate}.txt"
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| 52 |
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| 53 |
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with open(resultfile, "w", encoding="utf-8") as f:
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| 54 |
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f.write("----- PARAMETERS -----\n")
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| 55 |
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f.write(json.dumps(parameters, indent=2, ensure_ascii=False))
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| 56 |
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f.write("\n----- RESULT -----\n")
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| 57 |
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f.write(json.dumps(result, indent=2, ensure_ascii=False))
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| 58 |
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f.write("\n")
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| 59 |
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| 60 |
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def call_endpoint(filename, params=None):
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| 62 |
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with open(filename, "rb") as f:
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data = f.read()
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| 64 |
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# Convert to base64 string
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| 66 |
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data = base64.b64encode(data).decode("utf-8")
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| 67 |
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# print(data)
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| 68 |
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if params is None:
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| 69 |
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parameters = {
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| 70 |
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"initial_prompt": "Her går det godt når vi taler om det",
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| 71 |
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"word_timestamps": False,
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| 72 |
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"vad_parameters": dict(min_silence_duration_ms=500),
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| 73 |
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}
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| 74 |
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else:
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| 75 |
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parameters = params
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| 76 |
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| 77 |
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print(f"Parameters: {parameters}")
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| 78 |
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payload = {
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| 79 |
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"inputs": f"data:audio/wav,base64,{data}",
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| 80 |
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"language": "da",
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| 81 |
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"parameters": parameters,
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| 82 |
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}
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| 83 |
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json_data = json.dumps(payload)
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| 84 |
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# print(json_data)
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| 85 |
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now = datetime.datetime.now()
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| 86 |
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print(f"Sending request to {API_URL}...")
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| 87 |
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response = requests.post(API_URL, headers=headers, data=json_data)
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| 88 |
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elapsed_time = datetime.datetime.now() - now
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| 89 |
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print(f"Elapsed time: {elapsed_time}")
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| 90 |
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|
| 91 |
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return response.json()
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| 92 |
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|
| 93 |
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|
| 94 |
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def convert(filename):
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| 95 |
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# Convert to 16kHz mono WAV using ffmpeg
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| 96 |
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output_file = filename.replace(".wav", "_16k.wav")
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| 97 |
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print(f"Converting {filename} to 16khz mono --> {output_file}...")
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| 98 |
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|
| 99 |
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if not os.path.exists(output_file):
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| 100 |
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subprocess.run(
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| 101 |
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[
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| 102 |
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"ffmpeg",
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| 103 |
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"-i",
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| 104 |
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filename,
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| 105 |
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"-ar",
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| 106 |
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"16000",
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| 107 |
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"-ac",
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| 108 |
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"1",
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| 109 |
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"-c:a",
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| 110 |
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"pcm_s16le",
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| 111 |
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output_file,
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| 112 |
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],
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| 113 |
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check=True,
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| 114 |
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)
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| 115 |
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return output_file
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| 116 |
+
|
| 117 |
+
|
| 118 |
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# cli
|
| 119 |
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|
| 120 |
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if sys.argv[1] == "convert":
|
| 121 |
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if len(sys.argv) < 2:
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| 122 |
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print("Usage: python test_endpoint.py convert <filename>")
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| 123 |
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exit(1)
|
| 124 |
+
|
| 125 |
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filename = sys.argv[2]
|
| 126 |
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convert(filename)
|
| 127 |
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exit(0)
|
| 128 |
+
|
| 129 |
+
|
| 130 |
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if (len(sys.argv) > 1 and sys.argv[1] == "transcribe") or len(sys.argv) < 2:
|
| 131 |
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if len(sys.argv) < 2:
|
| 132 |
+
print("Usage: python test_endpoint.py transcribe <filename>")
|
| 133 |
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exit(1)
|
| 134 |
+
|
| 135 |
+
filename = sys.argv[2]
|
| 136 |
+
output = transcribe(filename)
|
| 137 |
+
print(output)
|
| 138 |
+
exit(0)
|
hf_endpoint_testing/requirements.txt
ADDED
|
@@ -0,0 +1,11 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
certifi==2025.1.31
|
| 2 |
+
cffi==1.17.1
|
| 3 |
+
charset-normalizer==3.4.1
|
| 4 |
+
dotenv==0.9.9
|
| 5 |
+
idna==3.10
|
| 6 |
+
numpy==2.2.4
|
| 7 |
+
pycparser==2.22
|
| 8 |
+
python-dotenv==1.1.0
|
| 9 |
+
requests==2.32.3
|
| 10 |
+
soundfile==0.13.1
|
| 11 |
+
urllib3==2.3.0
|